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Agent skill

QA

by LilMGenius in LilMGenius/polysona

Evaluate content drafts with virtual followers and get TOP 5 recommendations

MITAuto-check passed

Install QA

skills CLI
$ npx skills add LilMGenius/polysona --skill qa -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install LilMGenius/polysona qa --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/LilMGenius/polysona.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/qa .claude/skills/qa && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
qa
GitHub stars
164
Token cost
~260 tokens
SKILL.md length
118 words
Files
1
Skills in repo
8
Repo updated
First seen
Licence
MIT

At a glance

Evaluate content drafts with virtual followers and get TOP 5 recommendations

  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

QA is an agent skill from LilMGenius/polysona. Evaluate content drafts with virtual followers and get TOP 5 recommendations

Its SKILL.md is about 260 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

The repository describes itself as: Polygonal Persona: A Persona Layer for AI Agents. Metacognition-driven multi-persona extraction and orchestration system. The licence is MIT.

Example prompts

  • “/qa”

What it can do on your machine

Read from SKILL.md and the folder at commit ad1f263. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md.

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

QA loads about 260 tokens when it runs. Until then it costs about 20 tokens; SKILL.md has 118 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~20
When it runs · the whole SKILL.md, loaded when a task matches
~260

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from LilMGenius/polysona at commit ad1f263, republished under its MIT licence (© LilMGenius). 118 words, ~260 tokens.

Download SKILL.mdSave it as .claude/skills/qa/SKILL.md (or your agent's skills folder).
name
qa
description
Evaluate content drafts with virtual followers and get TOP 5 recommendations
context
fork
agent
virtual-follower

!ACTIVE=$(cat personas/_active.md 2>/dev/null || echo "default"); LATEST_DRAFT=$(ls content/drafts/*.md 2>/dev/null | sort | tail -n 1); cat "personas/$ACTIVE/accounts.md" 2>/dev/null || echo "No accounts. Run /interview first."; echo "---"; if [ -n "$LATEST_DRAFT" ]; then cat "$LATEST_DRAFT"; else echo "No drafts found. Run /content first."; fi

QA Skill Protocol

  • Run in context: fork for isolated evaluation.
  • Trigger virtual-follower to execute the QA pipeline.
  • Return TOP 5 recommendations with scores and concise rationale.
  • Use the latest saved file in content/drafts/ as the default evaluation source when no explicit draft is provided.
  • Save the QA report to content/qa/ before answering.
  • Re-read the saved QA report and include the confirmed saved path in the response.
  • If no draft file exists, report that QA is blocked instead of inventing an evaluation.

© LilMGenius, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in skills/qa of LilMGenius/polysona.

Open the folder on GitHubat commit ad1f263

Compare with similar skills

QA next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

QA compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
QA this skillLilMGenius/polysona164—~260Automated safety check: PassMIT
Arize Evaluatorgithub/awesome-copilot40k2 repos~8.1kAutomated safety check: NotesMIT
LLM Evaluationdavila7/claude-code-templates32k13 repos~3.5kAutomated safety check: PassMIT
Agent Evaluationsickn33/agentic-awesome-skills47k1 repos~2kAutomated safety check: PassMIT
Draftanthropics/claude-for-legal9.6k3 repos~2.4kAutomated safety check: PassApache-2.0
Agent Evaluationdavila7/claude-code-templates32k2 repos~519Automated safety check: PassMIT

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More from LilMGenius/polysona

All 8 skills in this repo

  • Export

    LilMGenius/polysona

    Extract your persona into CLAUDE.md or AGENTS.md for use in any AI agent

    164 GitHub stars~497 tokensUpdated 11 days ago
    Auto-check passed

  • Interview

    LilMGenius/polysona

    Start a deep psychology-based interview to extract your persona using 10 frameworks

    164 GitHub stars~401 tokensUpdated 11 days ago
    Auto-check passed

  • Status

    LilMGenius/polysona

    Show current persona health and content pipeline status. An agent skill from LilMGenius/polysona.

    164 GitHub stars~434 tokensUpdated 11 days ago
    Auto-check passed

  • Content

    LilMGenius/polysona

    Generate platform-specific content drafts conditioned on your persona

    164 GitHub stars~236 tokensUpdated 11 days ago
    Auto-check passed

  • Trend

    LilMGenius/polysona

    Scan trending topics in your domains and get content recommendations

    164 GitHub stars~239 tokensUpdated 11 days ago
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  • Introduce

    LilMGenius/polysona

    Inject your persona into the current session. An agent skill from LilMGenius/polysona.

    164 GitHub stars~152 tokensUpdated 11 days ago
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Questions about QA

What does QA do?

Evaluate content drafts with virtual followers and get TOP 5 recommendations. QA is an agent skill from LilMGenius/polysona.

How do I install QA in Claude Code?

Run `npx skills add LilMGenius/polysona --skill qa -a claude-code`. Or copy the skill folder (skills/qa in LilMGenius/polysona) into .claude/skills/qa in your project. Claude Code loads it when a task matches its description.

How do I install QA in Codex?

Run `npx skills add LilMGenius/polysona --skill qa -a codex`. Or copy the skill folder (skills/qa in LilMGenius/polysona) into .agents/skills/qa in your project. Codex loads it when a task matches its description.

Can I use QA in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add LilMGenius/polysona --skill qa -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/qa, .gemini/skills/qa, .github/skills/qa and .opencode/skills/qa in your project.

What does QA need to run?

SKILL.md names no scripts, command-line tools or credentials: QA is instructions for the agent only.

Does QA access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is QA safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does QA use?

QA is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does QA use?

About 260 tokens (SKILL.md is roughly 1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to QA?

Skills that share tags, products or a category with QA: Arize Evaluator (github/awesome-copilot, 40k stars), LLM Evaluation (davila7/claude-code-templates, 32k stars), Agent Evaluation (sickn33/agentic-awesome-skills, 47k stars) and Draft (anthropics/claude-for-legal, 9.6k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains QA?

LilMGenius (a GitHub user) maintains it in LilMGenius/polysona, which has 164 GitHub stars. The repository holds 8 skills in this directory. The repository was last updated on September 27, 2026.

Source: LilMGenius/polysona on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.